Figure 8
A “S H A P” summary plot for time step 7 (2019) shows how various financial features impact the model‘s output.The horizontal axis represents the “S H A P value (impact on model output),” ranging from approximately negative 0.6 to 0.6 in increments of 0.2 units. The vertical axis lists features: “Net Profit,” “Share Capital,” “Tangibles,” “Inventories,” “Taxes,” “Financial Income,” “Days Payable Outstanding,” “Inventory Turnover,” “Total Value Production,” “Accounts Payables,” “Sales,” “Operating Result,” “Days Sales Outstanding,” “Intangibles,” “Debts,” “Total Assets,” “Current Liabilities,” “Current Activities,” “Long Term Debt,” and “Non Current Liabilities.” The plot uses a color scale, indicated by the “Feature value” color bar on the right, where blue represents “Low” feature values and red represents “High” feature values. “Net Profit” is the most impactful feature. High values (red dots) show a wide range of strong positive and negative “S H A P” values, while low values (blue dots) are strongly associated with large negative “S H A P” values (up to negative 0.4). “Inventories” and “Share Capital” are also highly impactful. For “Inventories,” high values (red dots) correspond to large positive impacts (up to 0.6), and low values (blue dots) correspond to strong negative impacts. “Days Sales Outstanding” shows high values (red dots) with both positive and negative “S H A P” values, while low values (blue dots) cluster near 0. Most remaining features have the lowest overall impact, with “S H A P” values tightly clustered around 0.

Global summary plot for time step 7 (2019)

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